A deep reinforced learning spatiotemporal energy demand estimation system using deep learning and electricity demand monitoring data von Maki, Seiya, Fujii, Minoru, Fujita, Tsuyoshi, Shiraishi, Yasushi, Ashina, Shuichi, Gomi, Kei, Sun, Lu, Budi Nugroho, Sudarmanto, Nakano, Ryoko, Osawa, Takahiro, Immanuel, Gito, Boer, Rizaldi

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The AFOLU sector’s role in national decarbonization: a comparative analysis of low-GHG development pathways in Brazil, India and Indonesia von Svensson, Johannes, Avashia, Vidhee, Boer, Rizaldi, Chaturvedi, Rajiv Kumar, Cotta, Michele, Dubeux, Carolina, Sugih Immanuel, Gito, La Rovere, Emilio Lebre, Patange, Omkar, Rossita, Annuri, Vishwanathan, Saritha Sudharmma

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Land-Based Mitigation Strategies under the Mid-Term Carbon Reduction Targets in Indonesia von Hasegawa, Tomoko, Fujimori, Shinichiro, Boer, Rizaldi, Immanuel, Gito, Masui, Toshihiko

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LOW CARBON DEVELOPMENT AND CO-PLANNING MITIGATION ACTIONS TO ACHIEVE THE SDGs, A CASE OF BOGOR von SUN, Lu, GOMI, Kei, FUJITA, Tsuyoshi, FUJII, Minoru, MAKI, Seiya, GITO, Immanuel, RIZALDI, Boer

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Policy forum: Reconciling palm oil targets and reduced deforestation: Landswap and agrarian reform in Indonesia von Nurrochmat, Dodik Ridho, Boer, Rizaldi, Ardiansyah, Muhammad, Immanuel, Gito, Purwawangsa, Handian

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A decentralized approach to model national and global food and land use systems von Mosnier, Aline, Javalera-Rincon, Valeria, Jones, Sarah K, Andrew, Robbie, Bai, Zhaohai, Baker, Justin, Basnet, Shyam, Boer, Rizaldi, Chavarro, John, Costa, Wanderson, Daloz, Anne Sophie, DeClerck, Fabrice A, Diaz, Maria, Douzal, Clara, Howe Fan, Andrew Chiah, Fetzer, Ingo, Frank, Federico, Gonzalez-Abraham, Charlotte E, Habiburrachman, A H F, Immanuel, Gito, Harrison, Paula A, Imanirareba, Dative, Jha, Chandan, Jin, Xinpeng, Ghosh, Ranjan Kumar, Leach, Nicholas, Lehtonen, Heikki, Lotze-Campen, Hermann, Low, Wai Sern, Marcos-Martinez, Raymundo, McCord, Gordon Carlos, Molla, Kiflu Gedefe, Monjeau, Adrian, Navarro-Garcia, Javier, Neubauer, Rudolf, Obersteiner, Michael, Olguín, Marcela, Orduña-Cabrera, Fernando, Pena, Andres, Pérez-Guzmán, Katya, Potashnikov, Vladimir, Rämö, Janne, Ramos, Fernando M, Rasche, Livia, Gallardo, René Reyes, Schmidt-Traub, Guido, Selomane, Odirilwe, Singh, Vartika, Smith, Alison, Soterroni, Aline C, Sperling, Frank, Steinhauser, Jan, Stevanovic, Miodrag, Strokov, Anton, Thomson, Marcus, van Oort, Bob, Vittis, Yiorgos, Wade, Chris, Winarni, Nurul L, Woldeyes, Firew Bekele, Wu, Grace C, Zerriffi, Hisham

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A decentralized approach to model national and global food and land use systems von Mosnier, Aline, Javalera-Rincon, Valeria, Jones, Sarah K, Andrew, Robbie, Bai, Zhaohai, Baker, Justin, Basnet, Shyam, Boer, Rizaldi, Chavarro, John, Costa, Wanderson, Daloz, Anne Sophie, DeClerck, Fabrice A, Diaz, Maria, Douzal, Clara, Howe Fan, Andrew Chiah, Fetzer, Ingo, Frank, Federico, Gonzalez-Abraham, Charlotte E, Habiburrachman, A.H.F., Immanuel, Gito, Harrison, Paula A, Imanirareba, Dative, Jha, Chandan, Jin, Xinpeng, Ghosh, Ranjan Kumar, Leach, Nicholas, Lehtonen, Heikki, Lotze-Campen, Hermann, Low, Wai Sern, Marcos-Martinez, Raymundo, McCord, Gordon Carlos, Molla, Kiflu Gedefe, Monjeau, Adrian, Navarro-Garcia, Javier, Neubauer, Rudolf, Obersteiner, Michael, Olguín, Marcela, Orduña-Cabrera, Fernando, Pena, Andres, Pérez-Guzmán, Katya, Potashnikov, Vladimir, Rämö, Janne, Ramos, Fernando M, Rasche, Livia, Gallardo, René Reyes, Schmidt-Traub, Guido, Selomane, Odirilwe, Singh, Vartika, Smith, Alison, Soterroni, Aline C, Sperling, Frank, Steinhauser, Jan, Stevanovic, Miodrag, Strokov, Anton, Thomson, Marcus, van Oort, Bob, Vittis, Yiorgos, Wade, Chris, Winarni, Nurul L, Woldeyes, Firew Bekele, Wu, Grace C, Zerriffi, Hisham

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Dynamics of GHG Concentrations on Nighttime Weather in Bogor City von Komala, Siffa Anastasya, Immanuel, Gito Sugih, Budianto, Bregas

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A decentralized approach to model national and global food and land use systems von Mosnier, Aline, Javalera-Rincon, Valeria, Jones, Sarah K, Andrew, Robbie, Bai, Zhaohai, Baker, Justin, Basnet, Shyam, Boer, Rizaldi, Chavarro, John, Costa, Wanderson, Daloz, Anne Sophie, DeClerck, Fabrice A, Diaz, Maria, Douzal, Clara, Howe Fan, Andrew Chiah, Fetzer, Ingo, Frank, Federico, Gonzalez-Abraham, Charlotte E, Habiburrachman, A.H.F, Immanuel, Gito, Harrison, Paula A, Imanirareba, Dative, Jha, Chandan, Jin, Xinpeng, Ghosh, Ranjan Kumar, Leach, Nicholas, Lehtonen, Heikki, Lotze-Campen, Hermann, Low, Wai Sern, Marcos-Martinez, Raymundo, McCord, Gordon Carlos, Molla, Kiflu Gedefe, Monjeau, Adrian, Navarro-Garcia, Javier, Neubauer, Rudolf, Obersteiner, Michael, Olguín, Marcela, Orduña-Cabrera, Fernando, Pena, Andres, Pérez-Guzmán, Katya, Potashnikov, Vladimir, Rämö, Janne, Ramos, Fernando M, Rasche, Livia, Gallardo, René Reyes, Schmidt-Traub, Guido, Selomane, Odirilwe, Singh, Vartika, Smith, Alison, Soterroni, Aline C, Sperling, Frank, Steinhauser, Jan, Stevanovic, Miodrag, Strokov, Anton, Thomson, Marcus, van Oort, Bob, Vittis, Yiorgos, Wade, Chris, Winarni, Nurul L, Woldeyes, Firew Bekele, Wu, Grace C, Zerriffi, Hisham

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Scenathon 2019 von Potsdam Institute for Climate Impact Research (PIK), Model of Agricultural Production and its Impact on the Environment (MAgPIE) team: Felicitas Beier, Jan Philipp Dietrich, Hermann Lotze-Campen, Alexander Popp, Miodrag Stevanovic, IIASA, Global Biosphere Management Model (GLOBIOM) team: Esther Boere, Albert Brouwer, Andre Deppermann, Christian Folberth, Stefan Frank, Petr Havlík, David Leclère, Hugo Valin, Michiel van Dijk, SDSN: Aline Mosnier,Guido Schmidt-Traub, Jordan Poncet, Marine Formentini Fabrice DeClerck (EAT/Stockholm Resilience Centre), Sarah Jones (Bioversity International), Liviu Penescu (Consultant) IIASA: Michael Obersteiner , Valeria Javalera-Rincon, Frank Sperling, Marcus Thomson,Katya Pérez-Guzmán, Fernando Orduña-Cabrera, Rudolf Neubauer Argentina: Adrian Monjeau (Fundación Bariloche), Gustavo Nadal (Fundación Bariloche), Nicolás Di Isbroiavacca (Fundación Bariloche), Francisco Lallana (Fundación Bariloche), Pablo García Martinez (National Scientific Council of Argentina and Instituto Balseiro), Pedro Laterra (Fundación Bariloche), Federico Frank (National Agricultural Technology Institute), José Volante (National Agricultural Technology Institute), Australia: Javier Navarro-Garcia (Commonwealth Scientific and Industrial Research Organisation), Raymundo Marcos-Martinez (Commonwealth Scientific and Industrial Research Organisation), Daniel Mason-D'Croz (Commonwealth Scientific and Industrial Research Organisation), Mike Grundy (Commonwealth Scientific and Industrial Research Organisation), Michalis Hadjikakou (Deakin University), Brett Bryan (Deakin University), Eli Court (ClimateWorks Australia), Brazil: Marluce Scarabello (National Institute for Space Research), Wanderson Costa (National Institute for Space Research), Aline Soterroni (National Institute for Space Research), Fernando Ramos (National Institute for Space Research), Canada: Ginni Braich (University of British Columbia), Navin Ramankutty (University of British Columbia), China: Xinpeng Jin (Center for Agricultural Resources Research, Chinese Academy of Sciences), Zhaohai Bai (Center for Agricultural Resources Research, Chinese Academy of Sciences), Hao Zhao (Center for Agricultural Resources Research, Chinese Academy of Sciences), Lin Ma (Center for Agricultural Resources Research, Chinese Academy of Sciences), Colombia: Armando Sarmiento (Pontificia Universidad Javeriana), Juan Benavides (Pontificia Universidad Javeriana), Andrés Peña (Pontificia Universidad Javeriana), John Chavarro (Pontificia Universidad Javeriana), Natalia Buriticá (Pontificia Universidad Javeriana), Efraín Domínguez (Pontificia Universidad Javeriana), Ethiopia: Kiflu Gedefe Molla (Policy Studies Institute), Firew Bekele Woldeyes (Policy Studies Institute), European Union: Marcus Thomson (IIASA), Katya PérezGuzmán (IIASA), Frank Sperling (IIASA), Stefan Frank (IIASA), Finland: Janne Rämö (Natural Resources Institute Finland), Heikki Lehtonen (Natural Resources Institute Finland), India: Chandan Kumar Jha (Indian Institute of Management Ahmedabad), Ranjan Ghosh (Indian Institute of Management Ahmedabad), Vaibhav Chaturvedi (Council on Energy, Environment and Water), Manish Anand (The Energy and Resources Institute), Indonesia: Gito Immanuel (Centre for Climate Risk and Opportunity Management, Bogor Agricultural University), Habiburrachman A H F (Research Center for Climate Change, University of Indonesia), I Putu Santikayasa (Centre for Climate Risk and Opportunity Management, Bogor Agricultural University), Nurul Winarni (Research Center for Climate Change, University of Indonesia), Jatna Supriatna (Research Center for Climate Change, University of Indonesia), Rizaldi Boer (Centre for Climate Risk and Opportunity Management, Bogor Agricultural University), Malaysia: Jasmin Irisha Jim Ilham (Jeffrey Sachs Center on Sustainable Development, Sunway University), Low Wai Sern (Jeffrey Sachs Center on Sustainable Development, Sunway University), Mexico: Charlotte Gonzalez Abraham (Consultant), Gordon McCord (University of California San Diego), Ernesto Vega Peña (Universidad Nacional Autónoma de México), Andres Prieto (University of California San Diego), Gerardo Bocco (Universidad Nacional Autónoma de México), George Dyer (El Colegio de México), Irene Pisanty (Universidad Nacional Autónoma de México), Camilo Alcantara Concepcion (Universidad de Guanajuato), Marcela Olguin (Consultant), Antonio Yunez (El Colegio de México), Russian Federation: Anton Strokov (Russian Presidential Academy of National Economy and Public Administration), Vladimir Potashnikov (Russian Presidential Academy of National Economy and Public Administration), Oleg Lugovoy (Russian Presidential Academy of National Economy and Public Administration), Rwanda: Fidèle Niyitanga (University of Rwanda), Francois Xavier Naramabuye (University of Rwanda), Sweden: Deniz Koca (Centre for Environmental and Climate Research, Lund University), Ingo Fetzer (Stockholm Resilience Centre), United Kingdom: Paula Harrison (Centre for Ecology & Hydrology), Nicholas Leach (University of Oxford), Charles Godfray (University of Oxford), Jim Hall (University of Oxford), Pei-Yuan Chen (Centre for Ecology & Hydrology), United States: Grace C. Wu (The Nature Conservancy and Berkeley Lab), Justin Baker (RTI International), Gordon McCord (University of California San Diego)

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Scenathon 2021 von 1 Sustainable Development Solutions Network, Paris, France 2 International Institute for Applied Systems Analysis, Laxenburg, Austria 3 Alliance of Bioversity International and CIAT, Montpellier, France 4 Center for International Climate Research, Oslo, Norway 5 Center for Agricultural Resources Research, Chinese Academy of Sciences, Shijiazhuang, People's Republic of China 6 NC State University, Raleigh, United States of America 7 Stockholm Resilience Centre, Stockholm, Sweden 8 Bogor Agricultural University, Bogor, Indonesia 9 Geo-Agro-Environmental Sciences and Resources Research Center, Neiva, Colombia 10 National Institute For Space Research (INPE), S˜ao José dos Campos, Brazil 11 EAT, Oslo, Norway 12 Jeffrey Sachs Center on Sustainable Development, Sunway University, Petaling Jaya, Malaysia 13 National Agricultural Technology Institute (INTA), Anguil, Argentina 14 School of Global Policy and Strategy, UC San Diego, San Diego 15 Research Center for Climate Change, University of Indonesia, Jakarta, Indonesia 16 UK Centre for Ecology & Hydrology (CEH), Lancaster, United Kingdom 17 Uganda Martyrs University, Kampala, Rwanda 18 Center for Management in Agriculture, Indian Institute of Management Ahmedabad, Ahmedabad, India 19 Environmental Change institute, University of Oxford, Oxford, United Kingdom 20 Natural Resources Institute, Helsinki, Finland 21 Potsdam Institute for Climate Impact Research, Potsdam, Germany 22 Humboldt-University, Berlin, Germany 23 Commonwealth Scientific and Industrial Research Organisation (CSIRO), Canberra, Australia 24 Ethiopian Development Research Institute, Addis Ababa, Ethiopia 25 Fundación Bariloche, Bariloche, Argentina 26 SilvaCarbon/US Forest Service (USFS), Mexico City, Mexico 27 Independent consultant, Bogota, Colombia 28 Russian Presidential Academy of National Economy and Public Administration (RANEPA), Moscow, Russia 29 Universität Hamburg, Hamburg, Germany 30 University of British Columbia, Vancouver, Canada 31 Instituto Forestal de Chile, Valdivia, Chile 32 Systemiq, Paris, France 33 Centre for Sustainability Transitions, Stellenbosch University, Stellenbosch, South Africa 34 International Food Policy Research Institute, New Delhi, India 35 National Center for Ecosysem Analysis and Synthesis (NCEAS), Santa Barbara, CA, United States of America 36 Environmental Studies, University of California, Santa Barbara, United States of America, Aline Mosnier, Valeria Javalera-Rincon, Sarah K Jones, Robbie Andrew, Zhaohai Bai, Justin Baker, Shyam Basnet, Rizaldi Boer, John Chavarro, Wanderson Costa, Anne Sophie Daloz, Fabrice A DeClerck(3,7,11), Maria Diaz , Clara Douzal, Andrew Chiah Howe Fan, Ingo Fetzer, Federico Frank, Charlotte E Gonzalez-Abraham, A H F Habiburrachman, Gito Immanuel, Paula A Harrison, Dative Imanirareba, Chandan Jha, Xinpeng Jin , Ranjan Kumar Ghosh , Nicholas Leach, Heikki Lehtonen, Hermann Lotze-Campen(21,22), Wai Sern Low , Raymundo Marcos-Martinez, Gordon Carlos McCord, Kiflu Gedefe Molla, Adrian Monjeau , Javier Navarro-Garcia, Rudolf Neubauer , Michael Obersteiner(2,19), Marcela Olguín, Fernando Orduna-Cabrera , Andres Pena, Katya Pérez-Guzmán, Vladimir Potashnikov, Janne Rämö, Fernando M Ramos, Livia Rasche, René Reyes Gallardo(30,31), Guido Schmidt-Traub, Odirilwe Selomane, Vartika Singh(18,22,34), Alison Smith, Aline C Soterroni, Frank Sperling(2,23), Jan Steinhauser, Miodrag Stevanovic, Anton Strokov, Marcus Thomson, Bob van Oort(4 , Yiorgos Vittis, Chris Wade, Nurul L Winarni, Firew Bekele Woldeyes, Grace C Wu and Hisham Zerriffi

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Scenathon 2020 von FABLE Secretariat: Fabrice DeClerck (EAT/Stockholm Resilience Centre and Bioversity International), Valeria Javalera-Rincon (IIASA), Sarah Jones (Bioversity International),Maria Diaz (SDSN), Jordan Poncet (SDSN), Clara Douzal (SDSN), Gaëlle Espinosa (SDSN), Marine Formentini (SDSN), Camille François (SDSN), Micheline Khan (SDSN), Rudolf Neubauer (IIASA), Fernando Orduña-Cabrera (IIASA), Katya Pérez-Guzmán (IIASA/Consejo Nacional de Ciencia y Tecnología of Mexico), Frank Sperling (IIASA), Marcus Thomson (IIASA), Piero Visconti (IIASA), FABLE Country Teams: Argentina: Federico Frank (INTA EEA Anguil, UNLPam), Ximena Sirimarco (INTAUNMDP), María Paula Barral (UNMdP, INTA EEA Balcarce), Pablo García Martinez (Centro Atómico Bariloche, Consejo Nactional de Investigaciones Científicas y Técnicas), Sebastián Villarino (UNMdP, INTA EEA Balcarce, Consejo Nacional de Investigaciones Científicas y Técnicas), Adrian Monjeau (Consejo Nacional de Investigaciones Científicas y Técnicas, Fundación Bariloche), Australia: Raymundo Marcos-Martinez (Commonwealth Scientific and Industrial Research Organisation), Javier Navarro Garcia (Commonwealth Scientific and Industrial Research Organisation), Michalis Hadjikakou (Deakin University), Brett Bryan (Deakin University), Romy Zyngier (ClimateWorks Australia), Eli Court (ClimateWorks Australia), Brazil: Wanderson Costa (National Institute for Space Research), Marluce Scarabello (National Institute for Space Research), Aline Cristina Soterroni (National Institute for Space Research, IIASA), Fernando Ramos (National Institute for Space Research), Canada: René Reyes (University of British Columbia, Instituto Forestal de Chile), Hisham Zerriffi (University of British Columbia), Avery Maloney (University of British Columbia), China: Xinpeng Jin (Center for Agricultural Resources Research, Chinese Academy of Sciences), Zhaohai Bai (Center for Agricultural Resources Research, Chinese Academy of Sciences), Hao Zhao (Center for Agricultural Resources Research, Chinese Academy of Sciences), Xiaoxi Wang (China Academy for Rural Development, Zhejiang University), Jinfeng Chang (College of Environmental And Resource Sciences, Zhejiang University), Fangyuan Hua (Peking University), Lin Ma (Center for Agricultural Resources Research, Chinese Academy of Sciences), Colombia: John Chavarro (Pontificia Universidad Javeriana), Andrés Peña (Pontificia Universidad Javeriana), Armando Sarmiento (Pontificia Universidad Javeriana), Juan Benavides (Pontificia Universidad Javeriana), Efraín Dominguez (Pontificia Universidad Javeriana), Ethiopia: Kiflu Gedefe Molla (Policy Studies Institute), Firew Bekele Woldeyes (Policy Studies Institute), Germany: Jan Steinhauser (Universität Hamburg), Uwe Schneider (Universität Hamburg), Finland: Heikki Lehtonen (Natural Resources Institute Finland), Janne Rämö (Natural Resources Institute Finland), India: Chandan Kumar Jha (Indian Institute of Management Ahmedabad), Vartika Singh (Indian Institute of Management Ahmedabad, Humboldt-Universität zu Berlin, IFPRI), Satyam Saxena (Indian Institute of Management Ahmedabad), Ranjan Kumar Ghosh (Indian Institute of Management Ahmedabad), Miodrag Stevanovi´c (PIK), Jan Philipp Dietrich (PIK), Isabelle Weindl (PIK), Benjamin Leon Bodirsky (PIK), Hermann Lotze-Campen (PIK, Humboldt-Universität zu Berlin), Alexander Popp (PIK), Indonesia: Habiburrachman A H Fuad (Research Center for Climate Change, Universitas Indonesia), Nurul L. Winarni (Research Center for Climate Change, Universitas Indonesia), Sonny Mumbunan (Research Center for Climate Change, Universitas Indonesia), Jatna Supriatna (Research Center for Climate Change, Universitas Indonesia), Nurlaely Khasanah (Research Center for Climate Change, Universitas Indonesia), Rizaldi Boer (Climate Risk and Opportunity Management in Southeast Asia Pacific, Institut Pertanian Bogor), Gito Immanuel (Climate Risk and Opportunity Management in Southeast Asia Pacific, Institut Pertanian Bogor), Lukytawati Anggraeni (Climate Risk and Opportunity Management in Southeast Asia Pacific, Institut Pertanian Bogor), Annuri Rosita (Climate Risk and Opportunity Management in Southeast Asia Pacific, Institut Pertanian Bogor), Malaysia: Wai Sern Low (Jeffrey Sachs Center on Sustainable Development, Sunway University), Andrew Chiah Howe Fan (Jeffrey Sachs Center on Sustainable Development, Sunway University), Jeremy Jiang Shen Lim (Jeffrey Sachs Center on Sustainable Development, Sunway University), Danesh Prakash Chacko (Jeffrey Sachs Center on Sustainable Development, Sunway University), Jit Ern Chen (Jeffrey Sachs Center on Sustainable Development, Sunway University), Chun Sheng Goh (Jeffrey Sachs Center on Sustainable Development, Sunway University), Mexico: Charlotte E. Gonzalez-Abraham (Independent Contractor), Gordon McCord (University of California San Diego), Marcela Olguin (Independent Contractor), Sonia Rodríguez Ramírez (INSP), Juan Manuel Torres Rojo (CIDE), Arturo Flores (INP), Camilo Alcantara Concepcion (Universidad de Guanajuato), Irene Pisanty (UNAM), Gerardo Bocco (UNAM), Norway: Anne Sophie Daloz (CICERO), Robbie Andrew (CICERO), Bob van Oort (CICERO), Russian Federation: Anton Strokov (Russian Presidential Academy of National Economy and Public Administration), Vladimir Potashnikov (Russian Presidential Academy of National Economy and Public Administration), Oleg Lugovoy (Russian Presidential Academy of National Economy and Public Administration), Rwanda: Dative Imanirareba (Uganda Martyrs University), Fidèle Niyitanga (University of Rwanda), François Xavier Naramabuye (University of Rwanda), South Africa: Odirilwe Selomane (Centre for Complex Systems in Transition, Stellenbosch University), Belinda Reyers (Future Africa, University of Pretoria, Stockholm Resilience Centre), Sweden: Shyam Basnet (Stockholm Resilience Centre), Ingo Fetzer (Stockholm Resilience Centre), Torbjörn Jansson (Swedish University of Agricultural Sciences), Line Gordon (Stockholm Resilience Centre), Elin Röös (Swedish University of Agricultural Sciences), Serina Ahlgren (Research Institute of Sweden), Amanda Wood (Stockholm Resilience Centre), Anna Woodhouse (Research Institute of Sweden), United Kingdom: Alison Smith (University of Oxford), Nicholas Leach (University of Oxford), Paula Harrison (UK Centre for Ecology & Hydrology), Saher Hasnain (University of Oxford), Charles Godfray (University of Oxford), Jim Hall (University of Oxford), Michael Obersteiner (University of Oxford), United States: Grace Wu (The Nature Conservancy and the National Center for Ecological Analysis and Synthesis), Justin Baker (RTI International and NC State University), Gordon McCord (University of California San Diego), Chris Wade (RTI International), Aline Mosnier (SDSN), Michael Obersteiner (IIASA/University of Oxford), Guido Schmidt-Traub (SDSN)

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An Assessment of Indonesia’s Intended Nationally Determined Contributions von Fujimori, Shinichiro, Siagian, Ucok W. R., Hasegawa, Tomoko, Yuwono, Bintang B., Boer, Rizaldi, Immanuel, Gito, Masui, Toshihiko

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